Evaluating the quality of textual data analysis often hinges on determining its precision. Precision, in this context, indicates the degree to which the output faithfully reflects the actual content of the text. Achieving high precision is fundamental for creating reliable insights from textual data, as inaccuracies can materially impact the validi